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Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
Restarted Bayesian Online Change-point Detector achieves Optimal Detection Delay
REDA ALAMI · Odalric-Ambrym Maillard · Raphaël Féraud
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT)
A distributional view on multi-objective policy optimization
Abbas Abdolmaleki · Sandy Huang · Leonard Hasenclever · Michael Neunert · Francis Song · Martina Zambelli · Murilo Martins · Nicolas Heess · Raia Hadsell · Martin Riedmiller
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Tue Jul 14 11:00 PM -- 11:45 PM (PDT) @ Virtual
Bayesian Sparsification of Deep C-valued Networks
Ivan Nazarov · Evgeny Burnaev
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT)
Learning the piece-wise constant graph structure of a varying Ising model
Batiste Le Bars · Pierre Humbert · Argyris Kalogeratos · Nicolas Vayatis
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT)
Multi-step Greedy Reinforcement Learning Algorithms
Manan Tomar · Yonathan Efroni · Mohammad Ghavamzadeh
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization
Geoffrey Negiar · Gideon Dresdner · Alicia Yi-Ting Tsai · Laurent El Ghaoui · Francesco Locatello · Robert Freund · Fabian Pedregosa
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Tue Jul 14 11:00 PM -- 11:45 PM (PDT)
Word-Level Speech Recognition With a Letter to Word Encoder
Ronan Collobert · Awni Hannun · Gabriel Synnaeve
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
Meta-Learning with Shared Amortized Variational Inference
Ekaterina Iakovleva · Jakob Verbeek · Karteek Alahari
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT)
On Contrastive Learning for Likelihood-free Inference
Conor Durkan · Iain Murray · George Papamakarios
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
Normalizing Flows on Tori and Spheres
Danilo J. Rezende · George Papamakarios · Sebastien Racaniere · Michael Albergo · Gurtej Kanwar · Phiala Shanahan · Kyle Cranmer
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT)
Weakly-Supervised Disentanglement Without Compromises
Francesco Locatello · Ben Poole · Gunnar Ratsch · Bernhard Schölkopf · Olivier Bachem · Michael Tschannen
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Tue Jul 14 11:00 PM -- 11:45 PM (PDT)
Learning disconnected manifolds: a no GAN's land
Ugo Tanielian · Thibaut Issenhuth · Elvis Dohmatob · Jeremie Mary
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
Partial Trace Regression and Low-Rank Kraus Decomposition
Hachem Kadri · Stephane Ayache · Riikka Huusari · alain rakotomamonjy · Ralaivola Liva
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Tue Jul 14 11:00 PM -- 11:45 PM (PDT)
Understanding the Curse of Horizon in Off-Policy Evaluation via Conditional Importance Sampling
Yao Liu · Pierre-Luc Bacon · Emma Brunskill
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT)
IPBoost – Non-Convex Boosting via Integer Programming
Marc Pfetsch · Sebastian Pokutta
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT)
Learning to Simulate Complex Physics with Graph Networks
Alvaro Sanchez-Gonzalez · Jonathan Godwin · Tobias Pfaff · Rex (Zhitao) Ying · Jure Leskovec · Peter Battaglia
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
Controlling Overestimation Bias with Truncated Mixture of Continuous Distributional Quantile Critics
Arsenii Kuznetsov · Pavel Shvechikov · Alexander Grishin · Dmitry Vetrov
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
Constructive Universal High-Dimensional Distribution Generation through Deep ReLU Networks
Dmytro Perekrestenko · Stephan Müller · Helmut Bölcskei
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Tue Jul 14 11:00 PM -- 11:45 PM (PDT)
SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification
Tomer Golany · Kira Radinsky · Daniel Freedman
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
TaskNorm: Rethinking Batch Normalization for Meta-Learning
John Bronskill · Jonathan Gordon · James Requeima · Sebastian Nowozin · Richard E Turner
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Tue Jul 14 11:00 PM -- 11:45 PM (PDT)
Learning Portable Representations for High-Level Planning
Steven James · Benjamin Rosman · George Konidaris
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT) @ Virtual
Entropy Minimization In Emergent Languages
Eugene Kharitonov · Rahma Chaabouni · Diane Bouchacourt · Marco Baroni
[ Slides
Poster
Tue Jul 14 12:00 PM -- 12:45 PM & Wed Jul 15 01:00 AM -- 01:45 AM (PDT)
Ready Policy One: World Building Through Active Learning
Philip Ball · Jack Parker-Holder · Aldo Pacchiano · Krzysztof Choromanski · Stephen Roberts